A Vibe Is Not a Verdict: I Built a Tool That's Allowed to Say 'I Don't Know'
A developer created a CLI tool designed to admit ignorance rather than guess. This approach helped identify a scam that confident tools missed.

- A CLI tool was built to explicitly refuse answers when uncertain.
- This refusal mechanism helped identify a scam that confident tools missed.
- The author advocates for honest interfaces over confident but inaccurate ones.
- Admitting ignorance can be a feature rather than a bug in software design.
The author describes building a command-line interface tool specifically programmed to output 'I don't know' when it lacks sufficient data. This design choice contrasts with standard tools that often hallucinate or provide confident but incorrect answers to maintain user engagement.
In a practical test, the tool was used to analyze a potential scam. While the author's intuition suggested fraud, the tool's refusal to provide a definitive answer without proof served as a critical signal. This hesitation highlighted the value of uncertainty in automated analysis.
The post argues for a shift in developer mindset towards building honest systems. By prioritizing accuracy over perceived helpfulness, tools can become more reliable partners in decision-making processes, particularly in security contexts.
Encourages designing systems that handle uncertainty gracefully instead of hallucinating.
Highlights the risks of overconfident AI tools and the value of transparency.
- CLI
- Command Line Interface, a text-based method for interacting with computer programs.
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